Methods

Sample-based Distributional Policy Gradient L4DC 2022 Sample Complexity of Policy-Based Methods under Off-Policy Sampling and Linear Function Approximation AISTATS 2022 Sample Complexity of Robust Reinforcement Learning with a Generative Model AISTATS 2022 Sample Efficient Deep Reinforcement Learning via Uncertainty Estimation ICLR 2022 Sample-Efficient Reinforcement Learning in the Presence of Exogenous Information COLT 2022 Sample-Efficient Reinforcement Learning of Partially Observable Markov Games NeurIPS 2022 Sample-Efficient Reinforcement Learning via Conservative Model-Based Actor-Critic AAAI 2022 Sample-Efficient Reinforcement Learning with loglog(T) Switching Cost ICML 2022 Sample Efficient Stochastic Policy Extragradient Algorithm for Zero-Sum Markov Game ICLR 2022 Saute RL: Almost Surely Safe Reinforcement Learning Using State Augmentation ICML 2022 Scalable and Robust Self-Learning for Skill Routing in Large-Scale Conversational AI Systems NAACL 2022 Scalable Anytime Planning for Multi-Agent MDPs (Extended Abstract) IJCAI 2022 Scalable Deep Reinforcement Learning Algorithms for Mean Field Games ICML 2022 Scalable ML Methods to Optimize KPIs in Real-World Manufacturing Processes IJCAI 2022 ScienceWorld: Is your Agent Smarter than a 5th Grader? EMNLP 2022 Search-based Reinforcement Learning through Bandit Linear Optimization IJCAI 2022 Selective Token Generation for Few-shot Natural Language Generation COLING 2022 Self-Explaining Deviations for Coordination NeurIPS 2022 Self-Organized Group for Cooperative Multi-agent Reinforcement Learning NeurIPS 2022 Self-Organized Polynomial-Time Coordination Graphs ICML 2022 Self-supervised representations for multi-view reinforcement learning UAI 2022 Semantic Exploration from Language Abstractions and Pretrained Representations NeurIPS 2022 Semi-infinitely Constrained Markov Decision Processes NeurIPS 2022 Semi-Supervised Imitation Learning of Team Policies from Suboptimal Demonstrations IJCAI 2022 SENTINEL: taming uncertainty with ensemble based distributional reinforcement learning UAI 2022